Forge

voxellinc/forge-mcp

Connects Claude and other MCP clients to Forge, Voxell's hosted text-embedding API running the Qwen3-Embedding family. You get two tools: embed text into vectors (with input_type flags for query vs. document, Matryoshka dimension truncation, and three quality tiers) and list_models to see what's available. The ultra tier runs the 8B model that sits at #4 on MTEB English. Voxell doesn't store your text or vectors, just token counts for billing. Useful when you need semantic search, RAG retrieval, or similarity scoring without managing your own embedding infrastructure. Also speaks OpenAI's embeddings API if you want to swap it into existing code that already calls text-embedding-3-large.

GitHub stars: 1
tools: 5
auth: Secret needed
transport: STDIO
env var: 1
last updated: Sep 27, 2026

View on GitHub

Tools

5 tools

Public tool metadata for what this MCP can expose to an agent.

compare_ai_toolsCompare 2 or more AI coding tools side-by-side. Free tier returns a summary comparison table. Pro tier ($9) returns full detailed analysis with recommendations, pricing breakdowns, and growth trends. Available tools: claude-code, cursor, windsurf, devin, openhands, github-copi...3 params

Compare 2 or more AI coding tools side-by-side. Free tier returns a summary comparison table. Pro tier ($9) returns full detailed analysis with recommendations, pricing breakdowns, and growth trends. Available tools: claude-code, cursor, windsurf, devin, openhands, github-copi...

Parameters* required

api_keystring

Pro API key for full comparison with recommendations

aspectsarray

Comparison aspects (default: all)

toolsarray

List of tool IDs to compare (2-8). Options: claude-code, cursor, windsurf, devin, openhands, github-copilot, aider, cline

get_tool_profileGet detailed profile for a single AI coding tool. Includes features, pricing, strengths/weaknesses, and use cases. Available: claude-code, cursor, windsurf, devin, openhands, github-copilot, aider, cline.1 params

Get detailed profile for a single AI coding tool. Includes features, pricing, strengths/weaknesses, and use cases. Available: claude-code, cursor, windsurf, devin, openhands, github-copilot, aider, cline.

Parameters* required

tool_idstring

Tool IDone of claude-code · cursor · windsurf · devin · openhands · github-copilot

recommend_toolGet an AI-powered recommendation for which tool best fits your use case. Analyzes your requirements and returns ranked suggestions with reasoning. [PRO ONLY — $9 one-time key]5 params

Get an AI-powered recommendation for which tool best fits your use case. Analyzes your requirements and returns ranked suggestions with reasoning. [PRO ONLY — $9 one-time key]

Parameters* required

api_keystring

Pro API key (required)

budgetstring

Monthly budget rangeone of free · under-20 · under-50 · unlimited

experiencestring

Developer experience levelone of beginner · intermediate · expert

preferencesarray

Preferences (optional)

use_casestring

Describe your use case (e.g., "full-stack web dev with React and Python")

get_pricing_comparisonGet a complete pricing comparison table for all AI coding tools. Shows free tiers, pro pricing, team pricing, and enterprise options. Always free — no API key needed.1 params

Get a complete pricing comparison table for all AI coding tools. Shows free tiers, pro pricing, team pricing, and enterprise options. Always free — no API key needed.

Parameters* required

sort_bystring

Sort order (default: price_asc)one of price_asc · price_desc · popularity · name

purchase_pro_keyGet instructions to purchase a Pro API key ($9 one-time) for full comparisons and AI recommendations. Unlock detailed analysis, growth trends, and personalized tool recommendations.1 params

Get instructions to purchase a Pro API key ($9 one-time) for full comparisons and AI recommendations. Unlock detailed analysis, growth trends, and personalized tool recommendations.

Parameters* required

payment_methodstring

Payment methodone of paypal

Configuration

FORGE_API_KEY*secret

Your Forge API key — create one at https://dash.voxell.ai (turbo is free forever, no card).

Readme

@voxell/forge-mcp

An MCP server for Forge — Voxell's hosted text-embedding API. It exposes Forge to any MCP client (Claude, Cursor, Cline, Windsurf, VS Code, …) as two tools:

embed — turn text into vectors
list_models — list available models and their dimensions

You bring a Forge API key. The server is stateless, and Voxell does not store the text you send or the vectors it returns — only usage metadata (token counts) is recorded, for billing. It does embeddings only — no storage, no search, no RAG. Those are different products.

Quick install

One-click install in your editor (then replace your-key-here with a real key from dash.voxell.ai):

View the full README on GitHub

Details

Repository: github.com/voxellinc/forge-mcp
Category: AI & LLM Tools
Package: @voxell/forge-mcp
Transport: STDIO
Auth: Required
Registry: MCP registry, active

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